{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1.订单表的长度，shape，columns\n",
    "#### 2.统计菜名的平均价格（amounts）\n",
    "#### 3.什么菜最受欢迎\n",
    "#### 4.哪个订单ID点的菜最多\n",
    "#### ..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 10037 entries, 0 to 3610\n",
      "Data columns (total 11 columns):\n",
      " #   Column            Non-Null Count  Dtype         \n",
      "---  ------            --------------  -----         \n",
      " 0   detail_id         10037 non-null  int64         \n",
      " 1   order_id          10037 non-null  int64         \n",
      " 2   dishes_id         10037 non-null  int64         \n",
      " 3   dishes_name       10037 non-null  object        \n",
      " 4   itemis_add        10037 non-null  int64         \n",
      " 5   counts            10037 non-null  int64         \n",
      " 6   amounts           10037 non-null  int64         \n",
      " 7   place_order_time  10037 non-null  datetime64[ns]\n",
      " 8   add_inprice       10037 non-null  int64         \n",
      " 9   picture_file      10037 non-null  object        \n",
      " 10  emp_id            10037 non-null  int64         \n",
      "dtypes: datetime64[ns](1), int64(8), object(2)\n",
      "memory usage: 941.0+ KB\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = 'SimHei' ## 设置中文显示\n",
    "%matplotlib inline\n",
    "# 1.加载数据\n",
    "data1 = pd.read_excel('meal_order_detail.xlsx',sheet_name='meal_order_detail1')\n",
    "data2 = pd.read_excel('meal_order_detail.xlsx',sheet_name='meal_order_detail2')\n",
    "data3 = pd.read_excel('meal_order_detail.xlsx',sheet_name='meal_order_detail3')\n",
    "# 2.数据预处理（合并数据,NA等处理），分析数据\n",
    "data = pd.concat([data1,data2,data3],axis=0)  #按照行进行拼接数据\n",
    "# data.head(5)\n",
    "data.dropna(axis=1,inplace=True) #按照列删除na列，并且修改源数据\n",
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "44.82"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#统计卖出菜品的平均价格\n",
    "round(data['amounts'].mean(),2)  #方法一：pandas自带函数\n",
    "round(np.mean(data['amounts']),2)  #方法二：numpy函数处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dishes_name\n",
      "白饭/大碗        323\n",
      "凉拌菠菜         269\n",
      "谷稻小庄         239\n",
      "麻辣小龙虾        216\n",
      "辣炒鱿鱼         189\n",
      "芝士烩波士顿龙虾     188\n",
      "五色糯米饭(七色)    187\n",
      "白饭/小碗        186\n",
      "香酥两吃大虾       178\n",
      "焖猪手          173\n",
      "Name: count, dtype: int64\n",
      "0 323\n",
      "1 269\n",
      "2 239\n",
      "3 216\n",
      "4 189\n",
      "5 188\n",
      "6 187\n",
      "7 186\n",
      "8 178\n",
      "9 173\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 频数统计，什么菜最受欢迎  （对菜名进行频数统计，取最大前10名）\n",
    "dishes_count = data['dishes_name'].value_counts()[:10]\n",
    "print(dishes_count)\n",
    "# 3.数据可视化matplotlib\n",
    "dishes_count.plot(kind='line',color=['r'])\n",
    "dishes_count.plot(kind='bar',fontsize=16)\n",
    "for x,y in enumerate(dishes_count):\n",
    "    print(x,y)\n",
    "    plt.text(x,y+2,y,ha='center',fontsize=12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '点菜种类')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#订单点菜的种类最多（1，1，1    1，2，3）\n",
    "data_group = data['order_id'].value_counts()[:10]\n",
    "data_group.plot(kind='bar',fontsize=16,color=['r','m','b','y','g'])\n",
    "plt.title('订单点菜的种类Top10')\n",
    "plt.xlabel('订单ID',fontsize=16)\n",
    "plt.ylabel('点菜种类',fontsize=16)\n",
    "# 8月份餐厅订单点菜种类前10名，平均点菜25个菜品"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '订单ID点菜数量Top10')"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#订单ID点菜数量Top10（分组order_id,counts求和，排序，前十）\n",
    "#print(data)\n",
    "data['total_amounts'] =data['counts']*data['amounts']  #统计单道菜消费总额\n",
    "dataGroup = data[['order_id','counts','amounts','total_amounts']].groupby(by='order_id')\n",
    "\n",
    "Group_sum = dataGroup.sum()  #分组求和\n",
    "#print(Group_sum)    \n",
    "sort_counts = Group_sum.sort_values(by='counts',ascending=False)\n",
    "#sort_counts\n",
    "sort_counts['counts'][:10].plot(kind='bar',fontsize=16)\n",
    "plt.xlabel('订单ID')\n",
    "plt.ylabel('点菜数量')\n",
    "plt.title('订单ID点菜数量Top10')\n",
    "#8月份订单点菜数量前10名"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "          counts  amounts  total_amounts\n",
      "order_id                                \n",
      "1166          24     1314           1314\n",
      "1071          24      598           1282\n",
      "1028          20     1112           1270\n",
      "385           16     1125           1253\n",
      "743           16     1214           1214\n",
      "...          ...      ...            ...\n",
      "1256           6       77             84\n",
      "1135           5       79             80\n",
      "1320           1       78             78\n",
      "874            6       70             76\n",
      "1064           1       48             48\n",
      "\n",
      "[942 rows x 3 columns]\n"
     ]
    }
   ],
   "source": [
    "#哪个订单ID吃的钱做多（排序）\n",
    "sort_total_amounts = Group_sum.sort_values(by='total_amounts',ascending=False)\n",
    "print(sort_total_amounts)\n",
    "# sort_total_amounts['total_amounts'][:10].plot(kind='bar')\n",
    "# plt.xlabel('订单ID')\n",
    "# plt.ylabel('消费金额')\n",
    "# plt.title('消费金额前10')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '订单消费单价前10')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#哪个订单ID平均消费最贵\n",
    "Group_sum['average'] = Group_sum['total_amounts']/Group_sum['counts']\n",
    "sort_average = Group_sum.sort_values(by='average',ascending=False)\n",
    "sort_average['average'][:].plot(kind='bar')\n",
    "plt.xlabel('订单ID')\n",
    "plt.ylabel('消费单价')\n",
    "plt.title('订单消费单价前10')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '点菜数与小时的关系图')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAEVCAYAAAAPRfkLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAdZUlEQVR4nO3de5gdVZ3u8e9LEiAk3IQ2EiVEFEEFgtAqlyCRywgiXhAEBB1FDF7A26NcBMVBHJCDl0cd1DCgjAiKB+HIiMo4yMXIxUTxDI4oDIYDQTAYSIgCQvKeP1Z19U5ndzq3Xb3pfj/P00/X/lXtXb/upOtXa62qVbJNREQEwHrDnUBERHSPFIWIiKilKERERC1FISIiaikKERFRS1GIZxxJ4yWNyP+7ktQmNnY4conRaUT+YcUzh6RbJO07xDaTJd3VEroeeEGb7U6QtKGk6yTtJOljkjaR9HVJrxrks/eUdPoa5n6qpM+syXur998jabsB4d0l/ceA2A2Sdl3J52wrabOW1ztLmjTEvteX9Oxq2zdI+rikKyXtuPo/SYwkOQOJ4fYE8FTfi6oFMBbYB/gy8DQwBniepDuqzZ4P/LukpygnNp+3/a/V+06v3jMBONL2/6qKzmcH2f8OwFbtVlS5jLP95CDvfRLYYJD39gCtB/ebbb93wGZP0fKzV3YCZrd8zmbAlsCvB8kB4K3Ay4A3V6/PAm4Gzh6Q0/uAjwCPV/vdEbgMuAu4D/hV9TP1bf8ryu/07yvZ99a2V1qA4pklRSG6wQWSllTL61EOTicC+1IOSJOAfwNeU23zbeA0YBGwGPibpA2BBwADmwMzgBurFsJE2/cASNpgwEH+ucDBkl7ZJq/1gD/Sf7BFktx/x+eylvh6tpe1vHcMsJntqZJmAB+TdESV29Iqz42BIyXdZvs6SVcDLwcel/RGysF9E2Az4K6qZ+k5tidW+xxT5XgucElVQCYALwYOkzQOsO2nKQvnA+dX7z0O+DBwJnAv8BbgettPtPwMTwGH2p4naU/gE8Br+37+qltrXpvfWzyDpShENzjO9s8HBiW9nnIWPBZ4FPg+IMqB8GuUg+tHbM+WtAnwKuAVQC/wO2Ah8F5gPUlzgCnAY5J2sf1YtZvnAx+yfdUq5nqkpENsv7Ulz/WAuZJeZ3t+FV464H1LW3LvKx59xaVvHOEFwA62H5V0FqVo/CPwKtu/r/b1Py2f+WrgS/Sfyd9ZLS8Ebqv29c/Ad1pyfR5wHLAz8MpqHz8B/gz8ktJq6PNU9Z5NgQsoLYxfStoBOBn4OqVVFiNIikI0TtJsytl/X+vgK9VZ8HjgEdu7V/FrgN2BrwDzgfOA79m+QdILgVmUbhIoB6x7KGf+T1CKyCPAnsBXbH9a0neAz7UUBIDtWL2z3de37BMA28skXQN8Cnh3FV4GTJZ0OzARuMP2dyS90Pbd1e/hg8Altu9veU+rfcrHl4IwcBvbPwVe0ve6KiR32/7mSvJ/B3AEpZX1EPAb4ATgf2wvarP9GOBqSqG5CbiFUlS+SsYkR6T8o8ZweJLSOtil9YtysKr7r6uD92LKmfwTwBzK2THA54DvtnTZPA94GDiJUkDOAP4fMA7YrdpmCtB6pg3wGPCvkua0+XpA0hl9G1atkYNoOfNucS5wiKS+AfBlwAPVz3Vcy/uvk/TiVfw93QacLunCltjAwjEoFQPHPM4HTqUUwvcBe1HGK86S9IU2VzotpXTlHQkcRfnZvzCgqyxGkLQUYjgMeTLS0l9+DvCGKvw05SAPpTvjmpaD2LMofeT/VL3vakr3x57A9ZI2Bza2vbB1P7Zfu5Iczmf57pR3AD+z/eeB29peJOmbwMeA97T7GW0vlnQ2pTXxkUF2e5OkpcBzgFNs/1zSeZJeY/snA/K7GtiU/kKxAzBO0gl9mwAbSJpme2l1BdPcat3twLaUcYInqs/YENhZ0mG2H6m225rSAgK4lDIIfrykWZQWRowwKQoxHOYBX2xzST7Af1XfXwt8hqrlIOkCykF+TNXtciflYDUO+KLtb0iaTjlovZIyKP1a249L+j5wFXBd304kbU3pQ1/MimffGwKnANsAl1Tbi3JmvbID4dcoXVxQul1au49+17dNy0B1O3u3jCn0+Rzwdkk30N/lhu1DWn6evn38DTjKdmsx69NXCP5ue76kqZTuq+mStrL9J0lHVZ/R5z7g7ZRB/LdRxihmAcdTikmMMCkK0ajqaqDZlLPlXWz/UtK2wEa275C0n6Tn2L6acrbfdynlgcAVlIPaZMqB6xO2F7d8/GRKF9OPKWfNn6zi36e0OD7dt6Ht+yhn4yvL9Z+oxhtsW9Luth8dbHvb84DDqpdjqLqPqquPTu77nJXtcxBXAj+gXIW0eODK6iqjSykDv3MoXVRHDRy8r8Y+PgxsU13d1Orrkh4H3tVydZaq982XdDLlKqwrgBuqltFY+gfJY4TImEI07WOUA8mmlHsNNga2p3QHQbkk80sAknaV9O+UQvAmyliEbb+b0q1zR9UP3ncD2N2UPu8NKJesvlTSocB3gY8CsyTtvbLkJG0k6RBJMyn3B/ypb11rQZB0IKVr6m8rfgpUuV5bLd9IGaDue++zJO0MbMHyV++Mo3Qf3U4Zh+jrKltW/c4OrH7Gvs+RpAMoLZ7f2D7L9o+B91N+t1dJOlzlhr6Nqu6tHuDwqjhtSH8r6VDKFUi/kDShJZ++n/2zwOsoLZXtW3LOieVIYztf+Wrki3IwmQesX72+DDiwWr6RciXNOMqBb0/gW8BeLe9/B3B2y+tJlEHQscBGwM+AL1Cu5Qc4Bvgp8KLq9QzKDWUThsjzW5Qitc9Ktjm32mbyGvweNgNuBc4ZED8O2KBantaS91aU1s5JwCYt219J6RLbvc0+JlO6s34BrF/9ft4NqFp/BqXVceaA9+3Zsvwr4L8p3U6DfT003P+v8rVuv/r+g0Q0QtIE23+tlusbvgYsb2R7sDPwqEja0MvfbLY6750ILLX9+Eq22QJ41PbAey5iBEtRiIiIWsYUIiKilqIQERG1Z/SVA1tuuaWnTp063GlERDyjzJ0792HbPe3WPaOLwtSpU5kzZ85wpxER8Ywi6d7B1qX7KCIiah0rCpImSbppQOxqSbtUy+Oq17MlHTtYLCIimtORolBNPnYx5YEffbGjKdPz3l6FTgTm2t6L8kCQjQeJRUREQzrVUlhKmQZ5MZTb+imTej0iqW/q4xnA5dXyjZQHo7SLRUREQzoy0OxqkrKWWTA/DHyPMmHX2VULYAJl3nsoD/CYNEhsOdWcNDMBpkyZ0on0IyJGraYGml8G/IvtByktgRmUibXGV+snVrm0iy3H9izbvbZ7e3raXlEVERFrqKmicDdlpksoXUL3Uh72Mb2KTaNMlNYuFhERDWnqPoVzKY88PI0y1fChlCdlXVNNZfwSyqyR89vEIiKiIR0tCrZnVN8foDxJq9Vj1Vzw04FPVjMx3tsmFhERDRnWO5qrYnH5ULGIkWjqKT9c68+Yd87B6yCTiH65ozkiImopChERUUtRiIiI2jN6ltSIGBkyvtI90lKIiIhaikJERNRSFCIiopaiEBERtRSFiIiopShEREQtRSEiImq5TyEigtwr0SdFIWIUy4EwBkr3UURE1FIUIiKilqIQERG1FIWIiKilKERERK1jRUHSJEk3DYjtKOk/quVxkq6WNFvSsYPFIiKiOR0pCpI2By4GJrTEBHweGFeFTgTm2t4LOEzSxoPEIiKiIZ1qKSwFjgAWt8TeCfys5fUM4PJq+Uagd5DYciTNlDRH0pwFCxas26wjIka5jhQF24ttL+p7LWkL4BjgvJbNJgDzq+WFwKRBYgM/e5btXtu9PT09nUg/ImLUamqg+RzgVNtPtcSWAOOr5YlVLu1iERHRkKYOuvsAn5V0PbCLpLOAucD0av00YN4gsYiIaEgjcx/ZflHfsqTrbZ8uaRvgGkl7Ay8BbqV0HQ2MRUREQzraUrA9Y7CY7XuBA4DZwP62l7aLdTK/iIhY3rDOkmr7AfqvNho0FhERzchAbkRE1FIUIiKilqIQERG1FIWIiKilKERERC1FISIiaikKERFRS1GIiIhaikJERNRSFCIiopaiEBERtRSFiIiopShEREQtRSEiImopChERUUtRiIiIWopCRETUOlYUJE2SdFO1PEXS9ZKukzRLxThJV0uaLenYarsVYhER0ZyOFAVJmwMXAxOq0PHAe23vC2wN7AScCMy1vRdwmKSNB4lFRERDOtVSWAocASwGsH2a7d9V67YAHgZm0P8s5huB3kFiERHRkI4UBduLbS8aGJd0BPBb2w9QWhHzq1ULgUmDxAZ+xkxJcyTNWbBgQSfSj4gYtRobaJa0LfBR4ENVaAkwvlqeWOXSLrYc27Ns99ru7enp6WzSERGjTCNFoRpjuAw4tqUFMReYXi1PA+YNEouIiIaMbWg/pwBTgC9LAjiDMhB9jaS9gZcAt1K6jgbGIiKiIR0tCrZnVN9PBk4euF7SAZSWwSdtLwXubROLiIiGNNVSaKsacL58qFhERDQjdzRHREQtRSEiImopChERUUtRiIiIWopCRETUUhQiIqKWohAREbUUhYiIqA3rzWsRw2XqKT9cq/fPO+fgdZRJRHdJSyEiImopChERUUtRiIiIWopCRETUUhQiIqKWohAREbUUhYiIqKUoRERELUUhIiJqHSsKkiZJuqlaHifpakmzJR27OrGIiGhOR4qCpM2Bi4EJVehEYK7tvYDDJG28GrGIiGhIp1oKS4EjgMXV6xnA5dXyjUDvasSWI2mmpDmS5ixYsKADqUdEjF4dKQq2F9te1BKaAMyvlhcCk1YjNvCzZ9nutd3b09PTifQjIkatpgaalwDjq+WJ1X5XNRYREQ1p6qA7F5heLU8D5q1GLCIiGtLU8xQuBq6RtDfwEuBWSjfRqsQiIqIhHW0p2J5Rfb8XOACYDexve+mqxjqZX0RELG+VWwqSXmP7JwNiu9meuyrvt/0A/VcWrVZsbeQJWxERq26lRUHSZMrlpU8BH5A0DxhDudR0N+AEypl9RESMAEO1FOYABi6lFIJzgV2BbwD7AIsGf2tERDzTDFUUfk8pCncCz6XcULYJ8DCwrLOpRURE01Z1TMGAgO2AZ1O6jiYBG3Uor4iIGAZrevWRW74iImKEWN2i8AfgIeBXwJ+rr4iIGCGG6j7aofr+Ukr30T7Ai4AtKVchRUTECDJUUegFnqRclnoZ8CFK6+Ix4B7gmI5mFxERjVppUbDdN2Mpki61fWfL6m9K+k3HMouIiMYNefWRJAG72f63NqsfXfcpRUTEcFnVgeb/I+nzkk6Q9HIoU1xQbmqLiIgRYqhpLmTbku4Gvg5sAxwk6euUsYbDG8gxIiIaMlT30Y8kLQE2BV5IuWmtF/gB5YqkHuD+jmYYERGNGaooHEZpHZwAnAn8CXiD7aWSpgIXSdrPdm5ii4gYAYYqCu+jTG3xMPB/gS8Cf5T0bWBH4OQUhKGt7fTdkCm8I6IZQw00b0KZymJPYH1KEfkNcDswFfhtJ5OLiIhmDVUUfgr8EXgZZcbUN1GenXwgZRrtj3c0u4iIaNRQ3UevpjxH4SvA9pRxhT2BW2x/S9JlktazvdJptCVtDnybMsPqXNvHS7qQ8hzmH9o+q9puhVisO3kKXUQMZag7ms+QNIFy9dHSavvTbf+i2uS9QxWEytuAb9v+tqRLJZ0EjLG9h6SLJG0H7DQwZvuuNf/RIiJida20+0jSVsAeth+w/VA17cWu1boXD/X+Fn8BdpS0GbA18Hz6n8N8LTAdmNEmFhERDRrqoL4p0CvpvZJeUMVeX33/AHDoKu7n55RLWz8A/I4yaN03r9JCygN7JrSJrUDSTElzJM1ZsGDBKu4+IiJWxVBFYRnl6qM3AWdW3T5PS3op5ZLUi1ZxP2cA77F9JuXRnm8FxlfrJlZ5LGkTW4HtWbZ7bff29PSs4u4jImJVDFoUJG0IfAc4HtjE9tHV63HAF4AjV3E8AWBzYCdJY4BXAufQ3z00DZgHzG0Ti4iIBg060Gz7CUlHAW8E9pa0J+UBO88FLgb2k7SB7QtWYT9nA9+gdCHdTCkqN0maDBwE7E5pkQyMRUREg4bqPhpH/3OYZ1Cmyl5GmQzvr5SH7QzJ9m22X2p7ou0DbC+uPu8W4NW2F7WLrebPEhERa2mo+xQuArYAFlDO7idQ5j86APiw7T+s6Y5tP0L/1UaDxiIiojlDFYW3UbqPdqHcuGbgqSp+uaRDqzP8iIgYAYbqPloPGEOZ4+hi2ycBG9peCHyeMmAcEREjxFAthQXAT23f1hL7ZvV9NmUKjIiIGCFW2lKw/TBl4jsk7SRpe+DXknqBG4ApnU8xIiKaMlRLAeDv1fdrgR8Dr6E8he1VGU+IiBhZVnXuIoA7bb+TMoX2WOB0SZ/oTFoRETEcVtpSkPRyYGNJu9J/vwLAVsCvgO92MLeIiGjYUC2FD1LmKjqxNWj798BdlOctRETECDHU8xSO6VuWdF1fWNIOwEmUh+9ERMQIsSoDzX12kXQt5Ua2vwHvsr2kM2lFRMRwWJ2B5p2BoylPSNsNuFnSezqSVUREDItVbinYvr/l5ZWSrgFevO5TioiI4bI63UfLsf0kcPs6zCUiIobZ6nQfRUTECJeiEBERtRSFiIiopShEREQtRSEiImqNFwVJ50s6pFq+UNLNkk5vWb9CLCIimtFoUZC0N/Ac21dLOhQYY3sPYFtJ27WLNZlfRMRo11hRkDQOuACYJ+kNwAzg8mr1tcD0QWIDP2empDmS5ixYsKDTaUdEjCpNthTeDvw35UlurwDeD8yv1i0EJgET2sSWY3uW7V7bvT09PR1POiJiNFnjO5rXwMuAWbYflHQJsCcwvlo3kVKglrSJRUREQ5o86N4NbFst9wJT6e8emgbMA+a2iUVEREOabClcCFwk6UhgHGX84AeSJgMHAbtTnu5204BYREQ0pLGiYPsx4PDWmKQZwAHAubYXDRaLiIhmNNlSWIHtR+i/2mjQWERENCMDuRERUUtRiIiIWopCRETUUhQiIqKWohAREbUUhYiIqKUoRERELUUhIiJqKQoREVFLUYiIiFqKQkRE1FIUIiKilqIQERG1FIWIiKilKERERC1FISIiaikKERFRa7QoSJok6dfV8oWSbpZ0esv6FWIREdGcplsK5wHjJR0KjLG9B7CtpO3axRrOLSJi1GusKEjaF/gr8CAwg/7nMF8LTB8kFhERDWqkKEhaH/gEcEoVmgDMr5YXApMGibX7rJmS5kias2DBgs4lHRExCjXVUjgFON/2o9XrJcD4anlilUe72Apsz7Lda7u3p6engylHRIw+TRWF/YH3S7oe2AU4hP7uoWnAPGBum1hERDRobBM7sf2qvuWqMLweuEnSZOAgYHfAbWIREdGgxu9TsD3D9mLKwPItwKttL2oXazq3iIjRrpGWQju2H6H/aqNBYxER0Zzc0RwREbUUhYiIqKUoRERELUUhIiJqKQoREVFLUYiIiFqKQkRE1FIUIiKilqIQERG1FIWIiKilKERERC1FISIiaikKERFRS1GIiIhaikJERNRSFCIiopaiEBERtRSFiIioNVYUJG0q6UeSrpV0paT1JV0o6WZJp7dst0IsIiKa0WRL4Wjg87b/AXgQOBIYY3sPYFtJ20k6dGCswfwiIka9sU3tyPb5LS97gGOAL1avrwWmAy8DLh8Qu6v1cyTNBGYCTJkypYMZR0SMPo2PKUjaA9gcuA+YX4UXApOACW1iy7E9y3av7d6enp4GMo6IGD0aLQqSngV8GTgWWAKMr1ZNrHJpF4uIiIY01n0kaX3ge8Cptu+VNJfSPXQLMA34PXB/m1hExKgx9ZQfrvVnzDvn4DV+b2NFAXgXsCtwmqTTgG8Ab5M0GTgI2B0wcNOAWERENKTJgeavAl9tjUn6AXAAcK7tRVVsxsBYREQ0o8mWwgpsP0L/1UaDxiIiohkZyI2IiFqKQkRE1FIUIiKilqIQERG1YR1ojtFnuK/BjoiVS0shIiJqKQoREVFLUYiIiFqKQkRE1FIUIiKilqIQERG1FIWIiKilKERERC1FISIiaikKERFRS1GIiIhaikJERNS6sihIulDSzZJOH+5cIiJGk64rCpIOBcbY3gPYVtJ2w51TRMRo0XVFAZhB/zOarwWmD18qERGji2wPdw7LkXQh8CXbv5H0D8Cuts9pWT8TmFm93B74/Vruckvg4bX8jLXVDTlAd+TRDTlAd+TRDTlAd+TRDTlAd+SxLnLYxnZPuxXd+JCdJcD4ankiA1oztmcBs9bVziTNsd27rj7vmZpDt+TRDTl0Sx7dkEO35NENOXRLHp3OoRu7j+bS32U0DZg3fKlERIwu3dhSuAq4SdJk4CBg92HOJyJi1Oi6loLtxZTB5luAV9te1OFdrrOuqLXQDTlAd+TRDTlAd+TRDTlAd+TRDTlAd+TR0Ry6bqA5IiKGT9e1FCIiYvikKERERC1FISIiaikKw0TSjpKeMyC2d8M5jJW0nSRVr1/eDdOKSDpzGPZ5sqStmt5vmzy2kDSmWt5f0n59/z4N57GNpJ2a3u+AHF4g6R8lnSTpFElHStp4OHMaDtXf6eskvWJA/PCO7C8Dzc2T9DVgCrAFcAfwQdtLJF1ne9+GcpgI3ADcA2wG3AusXy3favszDeVxLf2XRvcd/HYBft3U76LK43fAfwH3A1+2/cem9t2Sw2nAgZR/h+uAjYBdgXttH9NgHh8B3gz8BdgGOMf2ZU3tv8rh48ALKFPdLKTcyDoNOJxyVeKfm8xnOEm6AngI6KH8fb7T9v2dOl50430KHSXpKmCTgWHADR6EXmh7/yqfI4D/lHRsQ/vu80rgKtuflnQwcLjtt1c53QA0UhSAjwCfoxwEz7O9VNLPmiwIlQdtv0VSL3CmpB7gGuBG27c3lMObbe8q6dnAibY/KGlDygGhSW+yvReApKOAEyS9HzjZ9uyGcji4L4cWV1YthVcB/7vTCUi6kVKYF7eGafZYATDB9vuqnPYAvi/p1E7tbNQVBeBU4FzKH+DfhymHMZJeZPsPtr8r6ZfApcDWDebwW+CTki4Bfgz8HOourMa6FW3fAbxG0juBn1T/2Yet+Wp7DvA2SZsCbwA+CjR1lr6w+qPfGXheFeuh+bl2npA02fYDwObAJylzjJ0FNFUU7pR0EWVyzPmUqW/2BvYFmupePBz4JvAW2481tM92lknaz/Z/2r5Z0oGU38u0TuxsVHYfSdoWWGx7WCa2krQ1cLzt01tim1POxE5pMI/tgJ1tX9ESOx841/a8pvJo2fcWwNnAPra3b3jfn7L9qSb32SaH5wMnULptfgycAkwFPmX7mgbz2BX4EvAsysnC8W74QCFpHHAkcDRwH/BXyhQ42P5WQzmMBd4K3GP75y3xw21/r4kcqv1tArwduM32bVVsHHCq7XVeIEdlUYiI7tamH/1Y2/c1PO7WaF9+t+Qx6rqPuqGfsBtyWEkeUBIZzt9FozmsJI9u+H8BjL7fBTDR9purfPYAruhkP/ogGu3LX4mBv4vO5mF7VH0Bk4AfAZuM5hy6JY9uyKFb8uiGHLolD8og/34tr58F/BT4y2jKYTjyGJXdR5I2A562vWQ059AteXRDDt2SRzfk0A15VP3oR9v+aktsHPAu218bLTkMRx6jsihERER7uaM5IiJqKQoREVFLUYhYS5KOkXTyamz/QUnv6WROEWsqRSFi7T0BLG0NSNpH0nxJ10t6cMD2TwNPNZZdxGoYdfcpRKwrkt5ImVSw7/UkYHvbN1IO/FfaPkHSL6u5rXas4tMoUxc8afuS4cg9YjApChFrQNJ6wHlA6/TSy4DzJe1GaTm8SdKOwLNtXyRpa5e7ct8DPJGCEN0o3UcRa2Z/4Abbj/cFbC8ArgBmUorClbZnAH+SNB64uppoL6JrpShErJkTgYvaxL9crWv921JVPP4F6G0gt4g1lu6jiNVUPaDoEbd5toDthyV9CtiQ/u6j51brLqjeP+xPt4sYTFoKEavJ9hJXDySqjKWMJ/Stv5TyTIi+7qMLBnxE44/XjFhVmeYiYi1IejfwIcrUzre2xDcCNrb90IDtD6c8JOa4di2NiOGWohDRoGrAeZntJ4c7l4h2UhQiIqKWMYWIiKilKERERC1FISIiaikKERFRS1GIiIja/wed84vWB4J6vgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#一天当中什么时间段，点菜量比较集中（hour）\n",
    "data['hourcount'] = 1 # 新列，用作计数器\n",
    "data['time'] = pd.to_datetime(data['place_order_time']) #将时间转换成日期类型存储\n",
    "data['hour'] = data['time'].map(lambda x:x.hour)\n",
    "gp_by_hour = data.groupby(by='hour').count()['hourcount']\n",
    "gp_by_hour.plot(kind='bar')\n",
    "plt.xlabel('小时')\n",
    "plt.ylabel('点菜数量')\n",
    "plt.title('点菜数与小时的关系图')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '点菜数量与日期的关系图')"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#哪一天订餐数量最多\n",
    "data['daycount'] = 1  \n",
    "data['day'] = data['time'].map(lambda x:x.day)  #解析出天\n",
    "gp_by_day  = data.groupby(by='day').count()['daycount']\n",
    "gp_by_day.plot(kind='bar')\n",
    "plt.xlabel('8月份日期')\n",
    "plt.ylabel('点菜数量')\n",
    "plt.title('点菜数量与日期的关系图')\n",
    "#拓展：排序，取点菜量最大的前5天\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '点菜数量与星期关系图')"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#查看星期几人数最多，订餐数最多，映射数据到星期\n",
    "data['weekcount'] = 1\n",
    "data['weekday'] = data['time'].map(lambda x:x.weekday())\n",
    "gp_by_weekday = data.groupby(by='weekday').count()['weekcount']\n",
    "gp_by_weekday.plot(kind='bar')\n",
    "plt.xlabel('星期')\n",
    "plt.ylabel('点菜数量')\n",
    "plt.title('点菜数量与星期关系图')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
